{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3.8 推論の実施\n",
    "\n",
    "- 本ファイルでは、学習させたPSPNetでセマンティックセグメンテーションを行います。\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 学習目標\n",
    "\n",
    "\n",
    "1.\tセマンティックセグメンテーションの推論を実装できるようになる\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 事前準備\n",
    "\n",
    "- 学習させた重みパラメータ「pspnet50_30.pth」をフォルダ「weights」に用意する。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "\n",
    "import torch"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# データセットを用意"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from utils.dataloader import make_datapath_list, DataTransform, VOCDataset\n",
    "\n",
    "\n",
    "# ファイルパスリスト作成\n",
    "rootpath = \"./data/VOCdevkit/VOC2012/\"\n",
    "train_img_list, train_anno_list, val_img_list, val_anno_list = make_datapath_list(\n",
    "    rootpath=rootpath)\n",
    "\n",
    "# Dataset作成\n",
    "# (RGB)の色の平均値と標準偏差\n",
    "color_mean = (0.485, 0.456, 0.406)\n",
    "color_std = (0.229, 0.224, 0.225)\n",
    "\n",
    "val_dataset = VOCDataset(val_img_list, val_anno_list, phase=\"val\", transform=DataTransform(\n",
    "    input_size=475, color_mean=color_mean, color_std=color_std))\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ネットワークを用意"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ネットワーク設定完了：学習済みの重みをロードしました\n"
     ]
    }
   ],
   "source": [
    "from utils.pspnet import PSPNet\n",
    "\n",
    "net = PSPNet(n_classes=21)\n",
    "\n",
    "# 学習済みパラメータをロード\n",
    "state_dict = torch.load(\"./weights/pspnet50_30.pth\",\n",
    "                        map_location={'cuda:0': 'cpu'})\n",
    "net.load_state_dict(state_dict)\n",
    "\n",
    "print('ネットワーク設定完了：学習済みの重みをロードしました')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 推論実行"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "img_index = 4\n",
    "\n",
    "# 1. 元画像の表示\n",
    "image_file_path = val_img_list[img_index]\n",
    "img_original = Image.open(image_file_path)   # [高さ][幅][色RGB]\n",
    "img_width, img_height = img_original.size\n",
    "plt.imshow(img_original)\n",
    "plt.show()\n",
    "\n",
    "# 2. 正解アノテーション画像の表示\n",
    "anno_file_path = val_anno_list[img_index]\n",
    "anno_class_img = Image.open(anno_file_path)   # [高さ][幅][色RGB]\n",
    "p_palette = anno_class_img.getpalette()\n",
    "plt.imshow(anno_class_img)\n",
    "plt.show()\n",
    "\n",
    "# 3. PSPNetで推論する\n",
    "net.eval()\n",
    "img, anno_class_img = val_dataset.__getitem__(img_index)\n",
    "x = img.unsqueeze(0)  # ミニバッチ化：torch.Size([1, 3, 475, 475])\n",
    "outputs = net(x)\n",
    "y = outputs[0]  # AuxLoss側は無視\n",
    "\n",
    "# 4. PSPNetの出力から最大クラスを求め、カラーパレット形式にし、画像サイズを元に戻す\n",
    "y = y[0].detach().numpy()  # y：torch.Size([1, 21, 475, 475])\n",
    "y = np.argmax(y, axis=0)\n",
    "anno_class_img = Image.fromarray(np.uint8(y), mode=\"P\")\n",
    "anno_class_img = anno_class_img.resize((img_width, img_height), Image.NEAREST)\n",
    "anno_class_img.putpalette(p_palette)\n",
    "plt.imshow(anno_class_img)\n",
    "plt.show()\n",
    "\n",
    "# 5. 画像を透過させて重ねる\n",
    "trans_img = Image.new('RGBA', anno_class_img.size, (0, 0, 0, 0))\n",
    "anno_class_img = anno_class_img.convert('RGBA')  # カラーパレット形式をRGBAに変換\n",
    "\n",
    "for x in range(img_width):\n",
    "    for y in range(img_height):\n",
    "        # 推論結果画像のピクセルデータを取得\n",
    "        pixel = anno_class_img.getpixel((x, y))\n",
    "        r, g, b, a = pixel\n",
    "\n",
    "        # (0, 0, 0)の背景ならそのままにして透過させる\n",
    "        if pixel[0] == 0 and pixel[1] == 0 and pixel[2] == 0:\n",
    "            continue\n",
    "        else:\n",
    "            # それ以外の色は用意した画像にピクセルを書き込む\n",
    "            trans_img.putpixel((x, y), (r, g, b, 200))\n",
    "            # 200は透過度の大きさを指定している\n",
    "\n",
    "result = Image.alpha_composite(img_original.convert('RGBA'), trans_img)\n",
    "plt.imshow(result)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "以上"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
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